{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-07T14:55:45.494375Z",
     "start_time": "2022-11-07T14:55:38.298346Z"
    }
   },
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "import numpy as np\n",
    "from tensorflow import keras\n",
    "from sklearn.datasets import load_sample_image\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Num GPUs Available:  1\n"
     ]
    }
   ],
   "source": [
    "print(\"Num GPUs Available: \", len(tf.config.experimental.list_physical_devices('GPU')))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 卷积层"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-07T14:55:45.556968Z",
     "start_time": "2022-11-07T14:55:45.495422Z"
    }
   },
   "outputs": [],
   "source": [
    "china = load_sample_image('china.jpg') / 255\n",
    "flower = load_sample_image('flower.jpg') / 255"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-07T14:55:49.843017Z",
     "start_time": "2022-11-07T14:55:49.202179Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1adce172e90>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 10))\n",
    "plt.subplot(121)\n",
    "plt.imshow(china)\n",
    "plt.subplot(122)\n",
    "plt.imshow(flower)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(427, 640, 3)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "china.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-07T14:56:08.187417Z",
     "start_time": "2022-11-07T14:56:08.174892Z"
    }
   },
   "outputs": [],
   "source": [
    "images = np.array([china, flower])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "batch_size, hight, wight, channels = images.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2, 427, 640, 3)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "images.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> 请勿在实际案例使用以下方法，仅演示手动构建滤波器"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "filters = np.zeros(shape=(7, 7, channels, 2), dtype=np.float32) # 创建两个7*7滤波器"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(7, 7, 3, 2)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filters.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "filters[:, 3, :, 0] = 1 # 垂直线，即设定为垂直滤波器，试想，先行后列：行全选，第三列选中，纵（z轴）全选，第一（0）个滤波器，填充为1，即垂直滤波\n",
    "filters[3, :, :, 1] = 1 # 水平线，水平滤波器"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[[0., 0., 0.],\n",
       "        [0., 0., 0.],\n",
       "        [0., 0., 0.],\n",
       "        [0., 0., 0.],\n",
       "        [0., 0., 0.],\n",
       "        [0., 0., 0.],\n",
       "        [0., 0., 0.]],\n",
       "\n",
       "       [[0., 0., 0.],\n",
       "        [0., 0., 0.],\n",
       "        [0., 0., 0.],\n",
       "        [0., 0., 0.],\n",
       "        [0., 0., 0.],\n",
       "        [0., 0., 0.],\n",
       "        [0., 0., 0.]],\n",
       "\n",
       "       [[0., 0., 0.],\n",
       "        [0., 0., 0.],\n",
       "        [0., 0., 0.],\n",
       "        [0., 0., 0.],\n",
       "        [0., 0., 0.],\n",
       "        [0., 0., 0.],\n",
       "        [0., 0., 0.]],\n",
       "\n",
       "       [[1., 1., 1.],\n",
       "        [1., 1., 1.],\n",
       "        [1., 1., 1.],\n",
       "        [1., 1., 1.],\n",
       "        [1., 1., 1.],\n",
       "        [1., 1., 1.],\n",
       "        [1., 1., 1.]],\n",
       "\n",
       "       [[0., 0., 0.],\n",
       "        [0., 0., 0.],\n",
       "        [0., 0., 0.],\n",
       "        [0., 0., 0.],\n",
       "        [0., 0., 0.],\n",
       "        [0., 0., 0.],\n",
       "        [0., 0., 0.]],\n",
       "\n",
       "       [[0., 0., 0.],\n",
       "        [0., 0., 0.],\n",
       "        [0., 0., 0.],\n",
       "        [0., 0., 0.],\n",
       "        [0., 0., 0.],\n",
       "        [0., 0., 0.],\n",
       "        [0., 0., 0.]],\n",
       "\n",
       "       [[0., 0., 0.],\n",
       "        [0., 0., 0.],\n",
       "        [0., 0., 0.],\n",
       "        [0., 0., 0.],\n",
       "        [0., 0., 0.],\n",
       "        [0., 0., 0.],\n",
       "        [0., 0., 0.]]], dtype=float32)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filters[..., 1]\n",
    "# 第一维中每个矩阵代表一行像素块，矩阵中一行代表一个像素块的RGB值\n",
    "# 除了第一维第三个矩阵全部是1（该行白色），其他的都是0（该行黑色）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "with tf.device(\"/cpu:0\"): # 深度最大池化只能用CPU    \n",
    "    outputs = tf.nn.max_pool(images, \n",
    "                         ksize=(1 ,1 ,1 ,3) , \n",
    "                         strides=(1 ,1 ,1 ,3), \n",
    "                         padding=\"VALID\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1adc066eef0>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(121)\n",
    "plt.imshow(filters[..., 0], cmap='gray')\n",
    "plt.subplot(122)\n",
    "plt.imshow(filters[..., 1], cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1ad81428a00>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 10))\n",
    "\n",
    "plt.subplot(121)\n",
    "\n",
    "plt.imshow(outputs[0, :, :, 0], cmap='gray')\n",
    "\n",
    "plt.subplot(122)\n",
    "\n",
    "plt.imshow(outputs[1, :, :, 0], cmap='gray')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> TF已经给了构建滤波器的函数如下，它可以被训练因此不用具体定义滤波器"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "conv = keras.layers.Conv2D(filters=32, kernel_size=3, strides=1, padding='same', activation='relu')\n",
    "# 滤波器数量，高宽（方形高宽一致），步幅，填充类型，激活函数"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 池化层"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "池化层只保留核内最大值（或平均值），大幅压缩图像，具有一定破坏性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "max_pool = keras.layers.MaxPool2D(pool_size=2) # 平均池化层使用 Avgpool2D()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Keras不包括深度最大池化层，TF的低层深度学习API包括\n",
    "with tf.device(\"/cpu:0\"): # 深度最大池化只支持CPU\n",
    "    output = tf.nn.max_pool(images,\n",
    "                       ksize=(1, 1, 1, 3),\n",
    "                       strides=(1, 1, 1, 3),\n",
    "                       padding='VALID')\n",
    "# 内核大小和步幅指定为4元组，前三个值均为1：即内核大小、步幅和批量处理、高度宽度应为1，\n",
    "# 最后一个应该为沿深度维度所需的内核大小和跨度，如3，必须是输入深度的除数，如果上一层输出20，则无效，因为20不是3的倍数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 也可以包装在keras内\n",
    "depth_pool = keras.layers.Lambda(\n",
    "    lambda X: tf.nn.max_pool(X, ksize=(1, 1, 1, 3), strides=(1, 1, 1, 3), padding='VALID'))\n",
    "\n",
    "# 调用 depth_pool(image)，输入图像即可"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''现代构架中经常会看到最后一种池化层是全局平均池化层，它计算整个特征图的均值，意味着每个特征图只输出一个单值，极具破坏性\n",
    "但它可以作用输出层'''\n",
    "global_avg_pool = keras.layers.GlobalAveragePooling2D()\n",
    "# 等效于\n",
    "global_avd_pool = keras.layers.Lambda(lambda X: tf.reduce_mean(X, axis=[1, 2]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# CNN构架"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "(X_train_full, y_train_full), (X_test, y_test) = keras.datasets.fashion_mnist.load_data()\n",
    "X_train, X_valid = X_train_full[:-5000], X_train_full[-5000:]\n",
    "y_train, y_valid = y_train_full[:-5000], y_train_full[-5000:]\n",
    "\n",
    "X_mean = X_train.mean(axis=0, keepdims=True) # 均值\n",
    "X_std = X_train.std(axis=0, keepdims=True) + 1e-7 # 标准差\n",
    "X_train = (X_train - X_mean) / X_std # 训练集标准化\n",
    "X_valid = (X_valid - X_mean) / X_std # 验证集标准化\n",
    "X_test = (X_test - X_mean) / X_std # 测试集标准化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(55000, 28, 28)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1ad8ad4ca00>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaEAAAGdCAYAAAC7EMwUAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy88F64QAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAkAUlEQVR4nO3df2yU173n8c8zY3tsiHHiEP8KxvXmkm0UKLoNFMKGBHIbK14VNSHdJcmqC6s2m5QfEiJRbim9Cur24ihXQVwtDVWzXQrb0LBaJWm0sCHuEkwjSpewRGFpFpEbpzgX+7oQ8Bj/GHtmzv5B8cqBEJ9vPD7+8X5JI+GZ58s5c+YZf+bxPPOdyDnnBABAALHQEwAATFyEEAAgGEIIABAMIQQACIYQAgAEQwgBAIIhhAAAwRBCAIBg8kJP4NOy2azOnDmj4uJiRVEUejoAAE/OOXV2dqqqqkqx2LWPdUZdCJ05c0bV1dWhpwEA+IJaWlo0bdq0a24z6kKouLhYkjTzX/+N4gWFQ66LLM2HRnnDopG6T7GscSEy/iXxPv+x8nqy3jWxfv8aSYpl/OvcCB2xRyPYYSuT7/+X+myBf026yDBOnv96O+sbD4aH1rQ/mMbxr7GO5SvT36vj//U/DPw+v5achdALL7ygv/u7v1Nra6tuv/12bdmyRQsXLvzcust/gosXFBJCIxVCGdtCRIYndtzwizQvbQghZwyhiBCSpCjPEA6G4JIl7AwhlI17l1xCCH0hQ3lLJScnJuzevVtr167Vhg0bdOzYMS1cuFD19fU6ffp0LoYDAIxROQmhzZs36zvf+Y6++93v6rbbbtOWLVtUXV2tbdu25WI4AMAYNewh1NfXp6NHj6qurm7Q9XV1dTp06NAV26dSKSWTyUEXAMDEMOwhdPbsWWUyGZWXlw+6vry8XG1tbVds39DQoJKSkoELZ8YBwMSRsw+rfvoNKefcVd+kWr9+vTo6OgYuLS0tuZoSAGCUGfaz46ZOnap4PH7FUU97e/sVR0eSlEgklEgkhnsaAIAxYNiPhAoKCnTHHXeosbFx0PWNjY1asGDBcA8HABjDcvI5oXXr1unb3/625syZozvvvFM/+9nPdPr0aT3xxBO5GA4AMEblJISWLVumc+fO6Uc/+pFaW1s1c+ZM7d27VzU1NbkYDgAwRuWsY8LKlSu1cuVKc33kjB0DvAYx1hnmZbkvkaGTQSztP06837bQMUMLnnivf6+fvB7/mlhvv3eNJEX9hl5EI9VodwQ7JsQK871rsgn/XydR2r+VQabQ0s3B9hjZujNYnuz+Jeb9ztKdIYfft8BXOQAAgiGEAADBEEIAgGAIIQBAMIQQACAYQggAEAwhBAAIhhACAARDCAEAgiGEAADBEEIAgGAIIQBAMDlrYDomGPtBmpqRZg3NPg09OON9We+amLWBqaHO0sDU0ow0Svuvg9lINRYdwbsUS/l3wrXs4yMlytheb0f+fVylAv8Ooc6/j6sUs623M3Uwzd32HAkBAIIhhAAAwRBCAIBgCCEAQDCEEAAgGEIIABAMIQQACIYQAgAEQwgBAIIhhAAAwRBCAIBgCCEAQDCEEAAgmPHTRdvS2dra9NdQF/NvSmzqUm2qSdnaM8f7DR27+/y7aEcZw4KPVGdrK8OSu4R/q+Wumuv8B5JUfPKCf5FhzWMx/47O8Tz/GvNz3fI63dCkOmMocoZxJNnukuf6+WzPkRAAIBhCCAAQDCEEAAiGEAIABEMIAQCCIYQAAMEQQgCAYAghAEAwhBAAIBhCCAAQDCEEAAiGEAIABDN6G5g6eTUKNTUoNDY1jLL+hZYmnLH0CDUwtTQIlSRDnWXtRrQZaWTpPuk/v/SNRd41f/qKf41lH5KkeO8U75rI0JQ18U/d3jWxlH8TXOtz3dIk1OVZOoT6D2RpiixJzvB86r3B7z5l+oZ+fzgSAgAEQwgBAIIhhAAAwRBCAIBgCCEAQDCEEAAgGEIIABAMIQQACIYQAgAEQwgBAIIhhAAAwRBCAIBgRm8DU1+GBoWRsTGmpVFjzNBz0dL01FRjaSpqrbM0S7U8TobHSJIU9y+x7EfJ6YXeNV3T/MfJv2jowCnJRfneNdkC/3Fit5R415S+n/KuiVuankpyMf/1c3H/xylu6MCcKrEdQ2T9H1olOvyeUJm+oW/PkRAAIBhCCAAQzLCH0MaNGxVF0aBLRUXFcA8DABgHcvKe0O23367f/OY3Az/H44Y/tAMAxr2chFBeXh5HPwCAz5WT94ROnTqlqqoq1dbW6uGHH9aHH374mdumUiklk8lBFwDAxDDsITRv3jzt3LlT+/bt04svvqi2tjYtWLBA586du+r2DQ0NKikpGbhUV1cP95QAAKPUsIdQfX29HnroIc2aNUtf//rXtWfPHknSjh07rrr9+vXr1dHRMXBpaWkZ7ikBAEapnH9YdfLkyZo1a5ZOnTp11dsTiYQSiUSupwEAGIVy/jmhVCql999/X5WVlbkeCgAwxgx7CD311FNqampSc3Ozfv/73+tb3/qWksmkli9fPtxDAQDGuGH/c9zHH3+sRx55RGfPntVNN92k+fPn6/Dhw6qpqRnuoQAAY9ywh9DLL788LP9P5C5dhr69pTGmf4lka2BqafY5Ys1ILU1FjWOZHifLehub0yptmZ//BLvL/RtjpqekvWtMHVklyfnPb8pH/utw8Wb/P8acWej/HnLiE++SS3Udhqax3f7r8Mlt/o9T/h3nvWskqbOjyH+sj/3WPNs79P2H3nEAgGAIIQBAMIQQACAYQggAEAwhBAAIhhACAARDCAEAgiGEAADBEEIAgGAIIQBAMIQQACAYQggAEEzOv9TOzMncYHSoLI1IL9WNTLNUnwauAzWmpqL+40iSLOtgYGtOa5yboa7rlhu8a3rL/MeJ9fq/ZnRx2zr0Xe9fd/Yv/ccp/JOh5px/jTO+3LY0mu0x1GSu829O2/9/r/eukaQX/9XPvGuq4p1e21/szGr+j4a2LUdCAIBgCCEAQDCEEAAgGEIIABAMIQQACIYQAgAEQwgBAIIhhAAAwRBCAIBgCCEAQDCEEAAgGEIIABAMIQQACGb0dtH2NUJdqq11UcZSMzJdqs0dp0cz630ydAZvvSvuXZMu9t8hor6R66IdZf07QVueg92V/q3sLc8l5/8QSZLyk/7rUNDh/zil0/7jVM/5R+8aSfqrIv8FvPPJdV7bZ/p7Jf1wSNtyJAQACIYQAgAEQwgBAIIhhAAAwRBCAIBgCCEAQDCEEAAgGEIIABAMIQQACIYQAgAEQwgBAIIhhAAAwYybBqamZqTWvp2mZqkj1CTUvx+keR1sa24ostRkLAthGyve4998Mj3Zvyav27/GxQ2NSCVl8/zXweUbHidLo1TLXTJ2K+67yX8/ik3u966ZMqXHu2b6dee9ayTp351e6F3jvXwe23MkBAAIhhACAARDCAEAgiGEAADBEEIAgGAIIQBAMIQQACAYQggAEAwhBAAIhhACAARDCAEAgiGEAADBjNoGppFzfk0/R6g/6Igaj/fJwtCMNEpnjGP51znLS7kRargb6zOMIyk/6X+n4oaxem/0v1OWXqRZ4286Uz/gQv+16+3L964501XiXSMZG5/SwBQAMB4RQgCAYLxD6ODBg1qyZImqqqoURZFee+21Qbc757Rx40ZVVVWpqKhIixYt0okTJ4ZrvgCAccQ7hLq6ujR79mxt3br1qrc/99xz2rx5s7Zu3aojR46ooqJC9913nzo7O7/wZAEA44v323X19fWqr6+/6m3OOW3ZskUbNmzQ0qVLJUk7duxQeXm5du3apccff/yLzRYAMK4M63tCzc3NamtrU11d3cB1iURC99xzjw4dOnTVmlQqpWQyOegCAJgYhjWE2traJEnl5eWDri8vLx+47dMaGhpUUlIycKmurh7OKQEARrGcnB0XRdGgn51zV1x32fr169XR0TFwaWlpycWUAACj0LB+WLWiokLSpSOiysrKgevb29uvODq6LJFIKJFIDOc0AABjxLAeCdXW1qqiokKNjY0D1/X19ampqUkLFiwYzqEAAOOA95HQxYsX9cEHHwz83NzcrHfffVelpaWaPn261q5dq02bNmnGjBmaMWOGNm3apEmTJunRRx8d1okDAMY+7xB65513tHjx4oGf161bJ0lavny5fvGLX+jpp59WT0+PVq5cqfPnz2vevHl68803VVxcPHyzBgCMC5FzPl1Ccy+ZTKqkpERfXfZjxQsKh1wXGfpVRpbuhJJiaf8ly+v1HyxuqImlDc0++20LEevzX/SoL+1f053yr+nq8a6RJMX8/0J9cm2N/ziGLpx53Vc/uedarI07C5L+Y+V1+4/T+SXL88J/bplC2685l/Cvc3H/msIb/ffXvpTtwb29utW75g//WOG1fba7V3/8zo/V0dGhKVOmXHNbescBAIIhhAAAwRBCAIBgCCEAQDCEEAAgGEIIABAMIQQACIYQAgAEQwgBAIIhhAAAwRBCAIBgCCEAQDCEEAAgmGH9ZtVh5f58GSJDU2JcZl27jH9h1NvvX9Pj30Xb9di6aHf/i1u9azLF/t3E4xf9X/9ZOmJbnxeWsfoM39YSS/t3xLa8dI71G8aRlMkzLKChpiDf0F3+PdvX4/yfbJX/WDG/++SyQ19vjoQAAMEQQgCAYAghAEAwhBAAIBhCCAAQDCEEAAiGEAIABEMIAQCCIYQAAMEQQgCAYAghAEAwhBAAIJjR28B0BFibO5rqDDVR1tAgNO1fE0tnvWskKer3b9wZpf1rXLd/M1LX69/0VJImNXd410R9N3jXOMPLv2y+f01ke2jVf5N/Ycy/N62psagz9CJ1lkak1jqP5p2XXews9K6Jbuv2rpGkSe9N8q65/pTf8zbdn9XpIW7LkRAAIBhCCAAQDCEEAAiGEAIABEMIAQCCIYQAAMEQQgCAYAghAEAwhBAAIBhCCAAQDCEEAAiGEAIABDNqG5hGzq/5oqVRo6VB6KhnuU9ZYwNTS12ff5dLl/JvRprt7fWukaQP/n2pd02sz3+cKO3f5NLQt1MyNjDNv2hoLGp4Sevi/jWWZsBWUcaw6iP00r6iNGmqu9jt38DUt2mzz/YcCQEAgiGEAADBEEIAgGAIIQBAMIQQACAYQggAEAwhBAAIhhACAARDCAEAgiGEAADBEEIAgGAIIQBAMKO3gWlGivlEpPPvahhL2zohxvr96+K9/p0kY6mMd02UMXSsNDa5lGGsvi/d5F1z4b7p3jUXp5vafSoyPLZ5Pf7jZEfomRf570KSpFj/yDTuTBf6r7fLNzxvjU1PI8M6uALDYIbl7um37UTJv/DfKYpbPAtoYAoAGAsIIQBAMN4hdPDgQS1ZskRVVVWKokivvfbaoNtXrFihKIoGXebPnz9c8wUAjCPeIdTV1aXZs2dr69atn7nN/fffr9bW1oHL3r17v9AkAQDjk/c7W/X19aqvr7/mNolEQhUVFeZJAQAmhpy8J3TgwAGVlZXp1ltv1WOPPab29vbP3DaVSimZTA66AAAmhmEPofr6er300kvav3+/nn/+eR05ckT33nuvUqnUVbdvaGhQSUnJwKW6unq4pwQAGKWG/dMKy5YtG/j3zJkzNWfOHNXU1GjPnj1aunTpFduvX79e69atG/g5mUwSRAAwQeT8I3OVlZWqqanRqVOnrnp7IpFQIpHI9TQAAKNQzj8ndO7cObW0tKiysjLXQwEAxhjvI6GLFy/qgw8+GPi5ublZ7777rkpLS1VaWqqNGzfqoYceUmVlpT766CP94Ac/0NSpU/Xggw8O68QBAGOfdwi98847Wrx48cDPl9/PWb58ubZt26bjx49r586dunDhgiorK7V48WLt3r1bxcXFwzdrAMC44B1CixYtkrtGs9B9+/Z9oQldFmWdouzQu+BZmpFamztaGn5mCv3/8tlf7P9eWV+x/zjpQluzz85a/5p0kaH5a5//ONaOlfGrn8R5Teki/5r8Tv81jyx9O20PrdLXjczzKWtoYFr4T/77eLbAu0SS1Dut37smSvgvRDzu/0slm7W9m5Ko7PauiZzfTh55NJSmdxwAIBhCCAAQDCEEAAiGEAIABEMIAQCCIYQAAMEQQgCAYAghAEAwhBAAIBhCCAAQDCEEAAiGEAIABEMIAQCCyfk3q5o5eTVC/uSf+9+Vf/YvP/SukaTOPv/u1u3J67xrus8b2jOn/UtivbbXIrE+/xbN8dTI1FjFDB27r2vx7wR9/iv+nZYnnY5712TzvUskSZGhU3z/DYY22nH/test9x/G5dm6qkc9hudGyr8mc71tfhZVN3R41/TL8LtoiDgSAgAEQwgBAIIhhAAAwRBCAIBgCCEAQDCEEAAgGEIIABAMIQQACIYQAgAEQwgBAIIhhAAAwRBCAIBgRm0D02xBpEz+0BtXPvpv/qf/GLI1xnznfI13TWtmiv9Aaf/XCJGhqagzNJH882jeFbF+wzCG6WUStvuUusG/7uamXv+BnH9DyE/u8F+8vAu2p7ilgenkZv+x8rr9x+mu9H+MsgX+41hli/znF4/7L3gsZniQJPWm/R8n/9a5Q8eREAAgGEIIABAMIQQACIYQAgAEQwgBAIIhhAAAwRBCAIBgCCEAQDCEEAAgGEIIABAMIQQACIYQAgAEM2obmP74b/6TJhcPPSPzo4z3GFvO1HnXSFJHX6F3TWTolRoVpb1rXMzQajDP1uwzPdl/zfWnfO+Sggv+w2T9h5Ek5Xf6P1AfPJzwrvmLX/l37rzpmH/Dyr4SW+fOTJH/ftRR6//r5OKX/O9Tpsi/Juo3vt6O+T83XKH/8yJmaGAaN8xNkm4o7PGuab7N77HNpPKk/z60bTkSAgAEQwgBAIIhhAAAwRBCAIBgCCEAQDCEEAAgGEIIABAMIQQACIYQAgAEQwgBAIIhhAAAwRBCAIBgRm0D0//ypwUq6Bl688W5U5q9x7i56IJ3jSR9fPF675reTv8ml0r5v0aIMv4NOF3k3zxRkmJd/k0uCzoM8zP0ZI31GzrGSor8e8bKxfwfpw8e9W+CW9jmvxD9xbYml5nJhn3CGRraZg2Pk+Wlc9y2DjKURYax8vL813tyQZ93jSRNn3zeu+bswsle22e6UkPeliMhAEAwhBAAIBivEGpoaNDcuXNVXFyssrIyPfDAAzp58uSgbZxz2rhxo6qqqlRUVKRFixbpxIkTwzppAMD44BVCTU1NWrVqlQ4fPqzGxkal02nV1dWpq6trYJvnnntOmzdv1tatW3XkyBFVVFTovvvuU2dn57BPHgAwtnmdmPDGG28M+nn79u0qKyvT0aNHdffdd8s5py1btmjDhg1aunSpJGnHjh0qLy/Xrl279Pjjjw/fzAEAY94Xek+oo6NDklRaWipJam5uVltbm+rq/v/XZicSCd1zzz06dOjQVf+PVCqlZDI56AIAmBjMIeSc07p163TXXXdp5syZkqS2tjZJUnl5+aBty8vLB277tIaGBpWUlAxcqqurrVMCAIwx5hBavXq13nvvPf3qV7+64rYoGnzuv3PuiusuW79+vTo6OgYuLS0t1ikBAMYY04dV16xZo9dff10HDx7UtGnTBq6vqKiQdOmIqLKycuD69vb2K46OLkskEkokDB/kBACMeV5HQs45rV69Wq+88or279+v2traQbfX1taqoqJCjY2NA9f19fWpqalJCxYsGJ4ZAwDGDa8joVWrVmnXrl369a9/reLi4oH3eUpKSlRUVKQoirR27Vpt2rRJM2bM0IwZM7Rp0yZNmjRJjz76aE7uAABg7PIKoW3btkmSFi1aNOj67du3a8WKFZKkp59+Wj09PVq5cqXOnz+vefPm6c0331RxcfGwTBgAMH5EzjljZ7/cSCaTKikp0Zd+/kPFJg29yePfznnVe6z/1j7Hu0aSWjqv9675JOnXAFCS+s8WedfEuv3PNXHG5o7xlH/zyXivoWGloSSbZ7tPznCqjjO8s+os96nA/z6Z1ltSZGncaWj+mim0DGQoMTT2lSRZ+rjm+9+n7I393jXTq85510hS7RT/uu3Tf+u1fbIzqxtu/VAdHR2aMmXKNbeldxwAIBhCCAAQDCEEAAiGEAIABEMIAQCCIYQAAMEQQgCAYAghAEAwhBAAIBhCCAAQDCEEAAiGEAIABEMIAQCCMX2z6ki48X8UKi9/6F20/770r7zH+Otb3vCukaT/mPIfq+3iDd418R5D59+Yfwdfl7B1nM4ayizdoy0dnWP+TYntDJ2WI0NNnmF/MHePNrB0+Y7S/vNLl2T8xzGuQ6zH/3W6ZSzLdxl09+f7F0n6avFp75rW9EWv7TvTQ9/BORICAARDCAEAgiGEAADBEEIAgGAIIQBAMIQQACAYQggAEAwhBAAIhhACAARDCAEAgiGEAADBEEIAgGBGbQNTRX7NLqP/XOY9xLp5/9a7RpK+MvcfvGtuuKnTu+Z8f4l3Tazb0HAxZWvuaGmwGus3NOE0NPuUrSerZFgKl/avyRiafWYtz9Y820K4uH9NNt/QPNfS9HSS/4K7Htuvuuwkw853nX/33NJSvwahkvTQ9He9ayTpbPo675qlf/2U1/aZ/l5JPxzSthwJAQCCIYQAAMEQQgCAYAghAEAwhBAAIBhCCAAQDCEEAAiGEAIABEMIAQCCIYQAAMEQQgCAYAghAEAwo7aBaToRyRUMvZtkfo9/I8Tyw7bmjmd/W+tdk632X+pobq93Tbwk410zeVLKu0aSkp1F3jXZlKEzZsbQVTRta8pqaWAaGZqyyrAMeZ2G5rSG5qqSFO/zv08ZQ6/PrKEmkzdyv7Ysj2221//B7Txxo3fNjv91n3eNJN1w0n/RXb7n9h7LxpEQACAYQggAEAwhBAAIhhACAARDCAEAgiGEAADBEEIAgGAIIQBAMIQQACAYQggAEAwhBAAIhhACAAQzahuYxtJSzCMinSVOfbrsfcGxrv+Hfu+a0pOGhpWGZp/dZf6NSCUpYWjCmbjg3zwxXeR/nwo/sXXujLL+TW3zkv4NYF3c8Nga5qaMrUmv5eWp5T5lC/x3oqxhxzM+1SX5NwR2eYZ1yPcfJ11o/P0Vt3Tpzd32HAkBAIIhhAAAwXiFUENDg+bOnavi4mKVlZXpgQce0MmTJwdts2LFCkVRNOgyf/78YZ00AGB88AqhpqYmrVq1SocPH1ZjY6PS6bTq6urU1dU1aLv7779fra2tA5e9e/cO66QBAOOD14kJb7zxxqCft2/frrKyMh09elR33333wPWJREIVFRXDM0MAwLj1hd4T6ujokCSVlpYOuv7AgQMqKyvTrbfeqscee0zt7e2f+X+kUiklk8lBFwDAxGAOIeec1q1bp7vuukszZ84cuL6+vl4vvfSS9u/fr+eff15HjhzRvffeq1Tq6qexNjQ0qKSkZOBSXV1tnRIAYIyJnHOmDxKsWrVKe/bs0dtvv61p06Z95natra2qqanRyy+/rKVLl15xeyqVGhRQyWRS1dXV+suH/1bxgsIhzydm+DxE5H9qviQp3u8/VrzX//MxsbTlPvnXdJfle9dIkuNzQpL4nNBl4/NzQv5snxPyn+BIfk4o6/mJ0kxfr/737h+qo6NDU6ZMuea2pg+rrlmzRq+//roOHjx4zQCSpMrKStXU1OjUqVNXvT2RSCiRSFimAQAY47xCyDmnNWvW6NVXX9WBAwdUW1v7uTXnzp1TS0uLKisrzZMEAIxPXseNq1at0i9/+Uvt2rVLxcXFamtrU1tbm3p6eiRJFy9e1FNPPaXf/e53+uijj3TgwAEtWbJEU6dO1YMPPpiTOwAAGLu8joS2bdsmSVq0aNGg67dv364VK1YoHo/r+PHj2rlzpy5cuKDKykotXrxYu3fvVnFx8bBNGgAwPnj/Oe5aioqKtG/fvi80IQDAxDFqu2i7mF+36qx3m1cpJtuZQ85wVp2LGc5IMZx9FhlOmLGeSWY5ey+W8l+8wrP+Z9RFaf+aS4WGx6nA/2lkOUPJcnac6Yw6oxE7Oy5/dLe8tHTZt5xpavmdcqku92P5bD+6H00AwLhGCAEAgiGEAADBEEIAgGAIIQBAMIQQACAYQggAEAwhBAAIhhACAARDCAEAgiGEAADBEEIAgGBGbQNTRX++DJGlKZ+l6akkRZZVM3x5bMzUV9Rwn4xffZw1NHKNCvwfqHif5avRjQ1MDbKGxp2W/TUy9CK1fN27ZGy4a/iKakszUjeSv7Usy2d4PmUMa2dpeipJWUPzXN/91Wd7joQAAMEQQgCAYAghAEAwhBAAIBhCCAAQDCEEAAiGEAIABEMIAQCCIYQAAMEQQgCAYAghAEAwo653nHOXmjVl+ns9C/3HioztxVzaf7BYv6HGMI6JsXdcZOkdZ7hPztAHbkR7xxkawY3L3nGRocbwOtiN0NPi0mCGGkvvOEORMz5xs5nc96m7/PvbDeHBitxQthpBH3/8saqrq0NPAwDwBbW0tGjatGnX3GbUhVA2m9WZM2dUXFys6FOvrJLJpKqrq9XS0qIpU6YEmmF4rMMlrMMlrMMlrMMlo2EdnHPq7OxUVVWVYrFrH+2Ouj/HxWKxz03OKVOmTOid7DLW4RLW4RLW4RLW4ZLQ61BSUjKk7TgxAQAQDCEEAAhmTIVQIpHQM888o0TC8DWl4wjrcAnrcAnrcAnrcMlYW4dRd2ICAGDiGFNHQgCA8YUQAgAEQwgBAIIhhAAAwYypEHrhhRdUW1urwsJC3XHHHfrtb38bekojauPGjYqiaNCloqIi9LRy7uDBg1qyZImqqqoURZFee+21Qbc757Rx40ZVVVWpqKhIixYt0okTJ8JMNoc+bx1WrFhxxf4xf/78MJPNkYaGBs2dO1fFxcUqKyvTAw88oJMnTw7aZiLsD0NZh7GyP4yZENq9e7fWrl2rDRs26NixY1q4cKHq6+t1+vTp0FMbUbfffrtaW1sHLsePHw89pZzr6urS7NmztXXr1qve/txzz2nz5s3aunWrjhw5ooqKCt13333q7Owc4Znm1uetgyTdf//9g/aPvXv3juAMc6+pqUmrVq3S4cOH1djYqHQ6rbq6OnV1dQ1sMxH2h6GsgzRG9gc3Rnzta19zTzzxxKDrvvzlL7vvf//7gWY08p555hk3e/bs0NMISpJ79dVXB37OZrOuoqLCPfvsswPX9fb2upKSEvfTn/40wAxHxqfXwTnnli9f7r75zW8GmU8o7e3tTpJrampyzk3c/eHT6+Dc2NkfxsSRUF9fn44ePaq6urpB19fV1enQoUOBZhXGqVOnVFVVpdraWj388MP68MMPQ08pqObmZrW1tQ3aNxKJhO65554Jt29I0oEDB1RWVqZbb71Vjz32mNrb20NPKac6OjokSaWlpZIm7v7w6XW4bCzsD2MihM6ePatMJqPy8vJB15eXl6utrS3QrEbevHnztHPnTu3bt08vvvii2tratGDBAp07dy701IK5/PhP9H1Dkurr6/XSSy9p//79ev7553XkyBHde++9SqVSoaeWE845rVu3TnfddZdmzpwpaWLuD1dbB2ns7A+jrov2tXz6qx2cc1dcN57V19cP/HvWrFm68847dcstt2jHjh1at25dwJmFN9H3DUlatmzZwL9nzpypOXPmqKamRnv27NHSpUsDziw3Vq9erffee09vv/32FbdNpP3hs9ZhrOwPY+JIaOrUqYrH41e8kmlvb7/iFc9EMnnyZM2aNUunTp0KPZVgLp8dyL5xpcrKStXU1IzL/WPNmjV6/fXX9dZbbw366peJtj981jpczWjdH8ZECBUUFOiOO+5QY2PjoOsbGxu1YMGCQLMKL5VK6f3331dlZWXoqQRTW1urioqKQftGX1+fmpqaJvS+IUnnzp1TS0vLuNo/nHNavXq1XnnlFe3fv1+1tbWDbp8o+8PnrcPVjNr9IeBJEV5efvlll5+f737+85+7P/zhD27t2rVu8uTJ7qOPPgo9tRHz5JNPugMHDrgPP/zQHT582H3jG99wxcXF434NOjs73bFjx9yxY8ecJLd582Z37Ngx98c//tE559yzzz7rSkpK3CuvvOKOHz/uHnnkEVdZWemSyWTgmQ+va61DZ2ene/LJJ92hQ4dcc3Oze+utt9ydd97pbr755nG1Dt/73vdcSUmJO3DggGttbR24dHd3D2wzEfaHz1uHsbQ/jJkQcs65n/zkJ66mpsYVFBS4r371q4NOR5wIli1b5iorK11+fr6rqqpyS5cudSdOnAg9rZx76623nKQrLsuXL3fOXTot95lnnnEVFRUukUi4u+++2x0/fjzspHPgWuvQ3d3t6urq3E033eTy8/Pd9OnT3fLly93p06dDT3tYXe3+S3Lbt28f2GYi7A+ftw5jaX/gqxwAAMGMifeEAADjEyEEAAiGEAIABEMIAQCCIYQAAMEQQgCAYAghAEAwhBAAIBhCCAAQDCEEAAiGEAIABEMIAQCC+X+5nkKpHf06wgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(X_train[0,...])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train = X_train[..., np.newaxis] # 增加一个维度,暂时不清楚为什么\n",
    "X_valid = X_valid[..., np.newaxis]\n",
    "X_test = X_test[..., np.newaxis]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-0.1306924])"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train[0,1,5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1ad81696050>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(X_train[10])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 定义模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = keras.models.Sequential([\n",
    "    keras.layers.Conv2D(64, 7, \n",
    "                       activation='relu', \n",
    "                       padding='same',\n",
    "                       input_shape=[28, 28, 1]), \n",
    "    # 👆 64个滤波器，核高宽7（卷积层），核越大保留信息越多 \n",
    "    keras.layers.MaxPool2D(2), # 池化层，大小2，在每个维度除以2(等于步幅)\n",
    "    keras.layers.Conv2D(128, 3, activation='relu', padding='same'),\n",
    "    keras.layers.Conv2D(128, 3, activation='relu', padding='same'),\n",
    "    # 重复滤波、池化，每池化一次，滤波器数理加倍，因为池化后空间维度除以2，不用担心参数爆炸增长\n",
    "    keras.layers.MaxPooling2D(2),\n",
    "    keras.layers.Conv2D(256, 3, activation=\"relu\", padding='same'),\n",
    "    keras.layers.Conv2D(256, 3, activation='relu', padding='same'),\n",
    "    keras.layers.MaxPooling2D(2),\n",
    "    keras.layers.Flatten(), # 把图像转为一维数组，接上全连接网络\n",
    "    keras.layers.Dense(128, activation=\"relu\"),\n",
    "    keras.layers.Dropout(0.5), # 每次drop一半神经元防止过拟合\n",
    "    keras.layers.Dense(64, activation=\"relu\"),\n",
    "    keras.layers.Dropout(0.5),\n",
    "    keras.layers.Dense(10, activation=\"softmax\"), # 10分类\n",
    "    ])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential_1\"\n",
      "_________________________________________________________________\n",
      " Layer (type)                Output Shape              Param #   \n",
      "=================================================================\n",
      " conv2d_6 (Conv2D)           (None, 28, 28, 64)        3200      \n",
      "                                                                 \n",
      " max_pooling2d_4 (MaxPooling  (None, 14, 14, 64)       0         \n",
      " 2D)                                                             \n",
      "                                                                 \n",
      " conv2d_7 (Conv2D)           (None, 14, 14, 128)       73856     \n",
      "                                                                 \n",
      " conv2d_8 (Conv2D)           (None, 14, 14, 128)       147584    \n",
      "                                                                 \n",
      " max_pooling2d_5 (MaxPooling  (None, 7, 7, 128)        0         \n",
      " 2D)                                                             \n",
      "                                                                 \n",
      " conv2d_9 (Conv2D)           (None, 7, 7, 256)         295168    \n",
      "                                                                 \n",
      " conv2d_10 (Conv2D)          (None, 7, 7, 256)         590080    \n",
      "                                                                 \n",
      " max_pooling2d_6 (MaxPooling  (None, 3, 3, 256)        0         \n",
      " 2D)                                                             \n",
      "                                                                 \n",
      " flatten_1 (Flatten)         (None, 2304)              0         \n",
      "                                                                 \n",
      " dense_3 (Dense)             (None, 128)               295040    \n",
      "                                                                 \n",
      " dropout_2 (Dropout)         (None, 128)               0         \n",
      "                                                                 \n",
      " dense_4 (Dense)             (None, 64)                8256      \n",
      "                                                                 \n",
      " dropout_3 (Dropout)         (None, 64)                0         \n",
      "                                                                 \n",
      " dense_5 (Dense)             (None, 10)                650       \n",
      "                                                                 \n",
      "=================================================================\n",
      "Total params: 1,413,834\n",
      "Trainable params: 1,413,834\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/5\n",
      "1719/1719 [==============================] - 35s 17ms/step - loss: 0.7312 - accuracy: 0.7455 - val_loss: 0.3623 - val_accuracy: 0.8638\n",
      "Epoch 2/5\n",
      "1719/1719 [==============================] - 28s 16ms/step - loss: 0.4332 - accuracy: 0.8544 - val_loss: 0.3635 - val_accuracy: 0.8686\n",
      "Epoch 3/5\n",
      "1719/1719 [==============================] - 28s 16ms/step - loss: 0.3734 - accuracy: 0.8735 - val_loss: 0.2979 - val_accuracy: 0.8932\n",
      "Epoch 4/5\n",
      "1719/1719 [==============================] - 29s 17ms/step - loss: 0.3378 - accuracy: 0.8845 - val_loss: 0.3386 - val_accuracy: 0.8820\n",
      "Epoch 5/5\n",
      "1719/1719 [==============================] - 29s 17ms/step - loss: 0.3104 - accuracy: 0.8944 - val_loss: 0.2999 - val_accuracy: 0.8920\n"
     ]
    }
   ],
   "source": [
    "model.compile(loss=\"sparse_categorical_crossentropy\", optimizer=\"nadam\", metrics=[\"accuracy\"])\n",
    "history = model.fit(X_train, y_train, epochs=5, validation_data=(X_valid, y_valid))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "pd.DataFrame(history.history).plot(figsize=(8, 5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "7b4b4feff2f24a0f0a34464dbe537a36fda679851528fb8735cb41fa49dffb2d"
  },
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.11"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  },
  "toc-autonumbering": true,
  "toc-showcode": false,
  "toc-showmarkdowntxt": false,
  "toc-showtags": false,
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "state": {},
    "version_major": 2,
    "version_minor": 0
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
